Ohio site Asset "5874TG" Exploratory Data Analysis

Dataset statistics

Number of variables	25
Number of observations	43170
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.2 MiB
Average record size in memory	200.0 B

Variable types

DateTime	1
Categorical	6
Numeric	18

Alerts

`Warning 1` is highly correlated with `Error 1`	High correlation
`Warning 2` is highly correlated with `Error 2`	High correlation
`Error 1` is highly correlated with `Warning 1`	High correlation
`Error 2` is highly correlated with `Warning 2`	High correlation
`Max cell voltage` is highly correlated with `Min cell voltage` and 8 other fields	High correlation
`Min cell voltage` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Average cell voltage` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Pack voltage` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Discharge current` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 4 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Max board temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Min board temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Average board temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Remaining capacity` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`SoC` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`GO detail` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Control detail 1` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Max charge current` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Warning 1` is highly correlated with `Error 1`	High correlation
`Warning 2` is highly correlated with `Error 2`	High correlation
`Error 1` is highly correlated with `Warning 1`	High correlation
`Error 2` is highly correlated with `Warning 2`	High correlation
`Max cell voltage` is highly correlated with `Min cell voltage` and 7 other fields	High correlation
`Min cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Average cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Pack voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 1 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 1 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 1 other fields	High correlation
`Max board temperature` is highly correlated with `Min board temperature` and 1 other fields	High correlation
`Min board temperature` is highly correlated with `Max board temperature` and 1 other fields	High correlation
`Average board temperature` is highly correlated with `Max board temperature` and 1 other fields	High correlation
`Remaining capacity` is highly correlated with `Max cell voltage` and 5 other fields	High correlation
`SoC` is highly correlated with `Max cell voltage` and 5 other fields	High correlation
`GO detail` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Control detail 1` is highly correlated with `Max cell voltage` and 5 other fields	High correlation
`Max charge current` is highly correlated with `Max cell voltage` and 5 other fields	High correlation
`Warning 1` is highly correlated with `Error 1`	High correlation
`Warning 2` is highly correlated with `Error 2`	High correlation
`Error 1` is highly correlated with `Warning 1`	High correlation
`Error 2` is highly correlated with `Warning 2`	High correlation
`Max cell voltage` is highly correlated with `Min cell voltage` and 8 other fields	High correlation
`Min cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Average cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Pack voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Discharge current` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 1 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 1 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 1 other fields	High correlation
`Max board temperature` is highly correlated with `Min board temperature` and 1 other fields	High correlation
`Min board temperature` is highly correlated with `Max board temperature` and 1 other fields	High correlation
`Average board temperature` is highly correlated with `Max board temperature` and 1 other fields	High correlation
`Remaining capacity` is highly correlated with `Max cell voltage` and 6 other fields	High correlation
`SoC` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`GO detail` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Control detail 1` is highly correlated with `Max cell voltage` and 3 other fields	High correlation
`Max charge current` is highly correlated with `Max cell voltage` and 6 other fields	High correlation
`Warning 1` is highly correlated with `Error 1`	High correlation
`Warning 2` is highly correlated with `Error 2`	High correlation
`Error 2` is highly correlated with `Warning 2`	High correlation
`Error 1` is highly correlated with `Warning 1`	High correlation
`Warning 1` is highly correlated with `Error 1` and 5 other fields	High correlation
`Warning 2` is highly correlated with `Error 2`	High correlation
`Error 1` is highly correlated with `Warning 1` and 5 other fields	High correlation
`Error 2` is highly correlated with `Warning 2`	High correlation
`Max cell voltage` is highly correlated with `Warning 1` and 14 other fields	High correlation
`Min cell voltage` is highly correlated with `Warning 1` and 13 other fields	High correlation
`Average cell voltage` is highly correlated with `Warning 1` and 17 other fields	High correlation
`Pack voltage` is highly correlated with `Warning 1` and 17 other fields	High correlation
`Charge current` is highly correlated with `Average cell voltage` and 3 other fields	High correlation
`Discharge current` is highly correlated with `Max cell voltage` and 3 other fields	High correlation
`Max battery temperature` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Min battery temperature` is highly correlated with `Average cell voltage` and 6 other fields	High correlation
`Average battery temperature` is highly correlated with `Average cell voltage` and 7 other fields	High correlation
`Max board temperature` is highly correlated with `Max cell voltage` and 9 other fields	High correlation
`Min board temperature` is highly correlated with `Max cell voltage` and 9 other fields	High correlation
`Average board temperature` is highly correlated with `Max cell voltage` and 9 other fields	High correlation
`Remaining capacity` is highly correlated with `Max cell voltage` and 6 other fields	High correlation
`Full Charge Capacity` is highly correlated with `Max battery temperature` and 1 other fields	High correlation
`SoC` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`GO detail` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Control detail 1` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Max charge current` is highly correlated with `Warning 1` and 13 other fields	High correlation
`time` has unique values	Unique
`Charge current` has 41211 (95.5%) zeros	Zeros
`Discharge current` has 29772 (69.0%) zeros	Zeros

Reproduction

Analysis started	2022-06-23 07:35:24.176752
Analysis finished	2022-06-23 07:37:06.262133
Duration	1 minute and 42.09 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

time
Date

UNIQUE

Distinct	43170
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

Minimum	2022-04-27 00:00:02
Maximum	2022-05-26 23:59:02

Histogram

Histogram with fixed size bins (bins=50)

Warning 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	40378
40	1667
32	945
8	180

Length

Max length	2
Median length	1
Mean length	1.06050498
Min length	1

Characters and Unicode

Total characters	45782
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	32
2nd row	32
3rd row	32
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	40378	93.5%
40	1667	3.9%
32	945	2.2%
8	180	0.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	40378	93.5%
40	1667	3.9%
32	945	2.2%
8	180	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	42045	91.8%
4	1667	3.6%
3	945	2.1%
2	945	2.1%
8	180	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45782	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	42045	91.8%
4	1667	3.6%
3	945	2.1%
2	945	2.1%
8	180	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	45782	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	42045	91.8%
4	1667	3.6%
3	945	2.1%
2	945	2.1%
8	180	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45782	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	42045	91.8%
4	1667	3.6%
3	945	2.1%
2	945	2.1%
8	180	0.4%

Warning 2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43167
32	2
128	1

Length

Max length	3
Median length	1
Mean length	1.000092657
Min length	1

Characters and Unicode

Total characters	43174
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43167	> 99.9%
32	2	< 0.1%
128	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43167	> 99.9%
32	2	< 0.1%
128	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43167	> 99.9%
2	3	< 0.1%
3	2	< 0.1%
1	1	< 0.1%
8	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43174	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43167	> 99.9%
2	3	< 0.1%
3	2	< 0.1%
1	1	< 0.1%
8	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	43174	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43167	> 99.9%
2	3	< 0.1%
3	2	< 0.1%
1	1	< 0.1%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43174	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43167	> 99.9%
2	3	< 0.1%
3	2	< 0.1%
1	1	< 0.1%
8	1	< 0.1%

Warning 3
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43168
64	2

Length

Max length	2
Median length	1
Mean length	1.000046328
Min length	1

Characters and Unicode

Total characters	43172
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43168	> 99.9%
64	2	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43168	> 99.9%
64	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43168	> 99.9%
6	2	< 0.1%
4	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43172	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43168	> 99.9%
6	2	< 0.1%
4	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	43172	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43168	> 99.9%
6	2	< 0.1%
4	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43172	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43168	> 99.9%
6	2	< 0.1%
4	2	< 0.1%

Error 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	40432
40	1640
32	913
8	185

Length

Max length	2
Median length	1
Mean length	1.05913829
Min length	1

Characters and Unicode

Total characters	45723
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	32
2nd row	32
3rd row	32
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	40432	93.7%
40	1640	3.8%
32	913	2.1%
8	185	0.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	40432	93.7%
40	1640	3.8%
32	913	2.1%
8	185	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	42072	92.0%
4	1640	3.6%
3	913	2.0%
2	913	2.0%
8	185	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45723	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	42072	92.0%
4	1640	3.6%
3	913	2.0%
2	913	2.0%
8	185	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	45723	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	42072	92.0%
4	1640	3.6%
3	913	2.0%
2	913	2.0%
8	185	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45723	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	42072	92.0%
4	1640	3.6%
3	913	2.0%
2	913	2.0%
8	185	0.4%

Error 2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43169
128	1

Length

Max length	3
Median length	1
Mean length	1.000046328
Min length	1

Characters and Unicode

Total characters	43172
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43169	> 99.9%
128	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43169	> 99.9%
128	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43169	> 99.9%
1	1	< 0.1%
2	1	< 0.1%
8	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43172	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43169	> 99.9%
1	1	< 0.1%
2	1	< 0.1%
8	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	43172	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43169	> 99.9%
1	1	< 0.1%
2	1	< 0.1%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43172	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43169	> 99.9%
1	1	< 0.1%
2	1	< 0.1%
8	1	< 0.1%

Max cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	386
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3464.377253

Minimum	3213
Maximum	3930
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	3213
5-th percentile	3298
Q1	3331
median	3509
Q3	3537
95-th percentile	3589
Maximum	3930
Range	717
Interquartile range (IQR)	206

Descriptive statistics

Standard deviation	108.6341052
Coefficient of variation (CV)	0.03135746983
Kurtosis	-0.7429460422
Mean	3464.377253
Median Absolute Deviation (MAD)	48
Skewness	-0.2039105944
Sum	149557166
Variance	11801.36881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3328	1898	4.4%
3331	1669	3.9%
3330	1048	2.4%
3503	785	1.8%
3512	780	1.8%
3506	764	1.8%
3327	762	1.8%
3504	734	1.7%
3325	731	1.7%
3522	723	1.7%
Other values (376)	33276	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3213	1	< 0.1%
3215	1	< 0.1%
3216	3	< 0.1%
3218	3	< 0.1%
3219	2	< 0.1%
3221	5	< 0.1%
3222	3	< 0.1%
3224	4	< 0.1%
3225	2	< 0.1%
3227	12	< 0.1%

Value	Count	Frequency (%)
3930	1	< 0.1%
3896	1	< 0.1%
3859	1	< 0.1%
3839	1	< 0.1%
3824	1	< 0.1%
3809	2	< 0.1%
3806	1	< 0.1%
3804	2	< 0.1%
3803	2	< 0.1%
3800	2	< 0.1%

Min cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	525
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3415.209382

Minimum	2918
Maximum	3772
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	2918
5-th percentile	3280
Q1	3328
median	3412
Q3	3500
95-th percentile	3542
Maximum	3772
Range	854
Interquartile range (IQR)	172

Descriptive statistics

Standard deviation	106.720192
Coefficient of variation (CV)	0.03124850635
Kurtosis	1.132723199
Mean	3415.209382
Median Absolute Deviation (MAD)	84
Skewness	-0.2670320684
Sum	147434589
Variance	11389.19939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3325	1737	4.0%
3328	1511	3.5%
3330	967	2.2%
3324	810	1.9%
3327	711	1.6%
3483	615	1.4%
3481	608	1.4%
3486	563	1.3%
3489	561	1.3%
3322	539	1.2%
Other values (515)	34548	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2918	1	< 0.1%
2930	1	< 0.1%
2931	1	< 0.1%
2937	1	< 0.1%
2943	1	< 0.1%
2953	1	< 0.1%
2954	1	< 0.1%
2956	1	< 0.1%
2960	1	< 0.1%
2965	2	< 0.1%

Value	Count	Frequency (%)
3772	1	< 0.1%
3771	1	< 0.1%
3769	1	< 0.1%
3765	2	< 0.1%
3763	1	< 0.1%
3762	1	< 0.1%
3759	2	< 0.1%
3757	3	< 0.1%
3756	1	< 0.1%
3754	2	< 0.1%

Average cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	603
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3448.902455

Minimum	3138
Maximum	3789
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	3138
5-th percentile	3288
Q1	3329
median	3499
Q3	3527
95-th percentile	3570
Maximum	3789
Range	651
Interquartile range (IQR)	198

Descriptive statistics

Standard deviation	108.12366
Coefficient of variation (CV)	0.03135016469
Kurtosis	-0.6756157625
Mean	3448.902455
Median Absolute Deviation (MAD)	56
Skewness	-0.143811057
Sum	148889119
Variance	11690.72585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3326	1104	2.6%
3329	1091	2.5%
3330	964	2.2%
3327	948	2.2%
3325	653	1.5%
3324	542	1.3%
3328	530	1.2%
3502	443	1.0%
3496	439	1.0%
3499	438	1.0%
Other values (593)	36018	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3138	1	< 0.1%
3147	1	< 0.1%
3153	1	< 0.1%
3156	2	< 0.1%
3158	5	< 0.1%
3161	3	< 0.1%
3163	2	< 0.1%
3164	2	< 0.1%
3165	4	< 0.1%
3167	3	< 0.1%

Value	Count	Frequency (%)
3789	1	< 0.1%
3788	1	< 0.1%
3785	1	< 0.1%
3783	1	< 0.1%
3781	1	< 0.1%
3780	1	< 0.1%
3779	1	< 0.1%
3778	2	< 0.1%
3775	3	< 0.1%
3772	4	< 0.1%

Pack voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8948
Distinct (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89695.5467

Minimum	81607
Maximum	98540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	81607
5-th percentile	85503
Q1	86594
median	90990
Q3	91728
95-th percentile	92834
Maximum	98540
Range	16933
Interquartile range (IQR)	5134

Descriptive statistics

Standard deviation	2804.764236
Coefficient of variation (CV)	0.03126982708
Kurtosis	-0.6794677297
Mean	89695.5467
Median Absolute Deviation (MAD)	1455
Skewness	-0.1390455994
Sum	3872156751
Variance	7866702.417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86606	326	0.8%
86607	254	0.6%
86530	128	0.3%
86608	116	0.3%
86531	101	0.2%
86529	99	0.2%
86532	83	0.2%
86569	80	0.2%
86520	79	0.2%
86594	79	0.2%
Other values (8938)	41825	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
81607	1	< 0.1%
81766	1	< 0.1%
81949	1	< 0.1%
82035	1	< 0.1%
82158	1	< 0.1%
82159	1	< 0.1%
82206	1	< 0.1%
82238	1	< 0.1%
82278	1	< 0.1%
82292	1	< 0.1%

Value	Count	Frequency (%)
98540	1	< 0.1%
98509	1	< 0.1%
98444	1	< 0.1%
98380	1	< 0.1%
98326	1	< 0.1%
98307	1	< 0.1%
98267	1	< 0.1%
98252	1	< 0.1%
98229	1	< 0.1%
98188	1	< 0.1%

Charge current
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1430
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4612.508316

Minimum	0
Maximum	226320
Zeros	41211
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	226320
Range	226320
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23877.72803
Coefficient of variation (CV)	5.176733872
Kurtosis	31.34543263
Mean	4612.508316
Median Absolute Deviation (MAD)	0
Skewness	5.530889943
Sum	199121984
Variance	570145896.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41211	95.5%
160	38	0.1%
109264	11	< 0.1%
99216	9	< 0.1%
192	9	< 0.1%
193392	8	< 0.1%
193424	8	< 0.1%
112	8	< 0.1%
107600	8	< 0.1%
94256	8	< 0.1%
Other values (1420)	1852	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41211	95.5%
80	1	< 0.1%
112	8	< 0.1%
144	1	< 0.1%
160	38	0.1%
192	9	< 0.1%
208	3	< 0.1%
224	4	< 0.1%
240	2	< 0.1%
272	1	< 0.1%

Value	Count	Frequency (%)
226320	1	< 0.1%
226192	1	< 0.1%
226064	1	< 0.1%
225872	2	< 0.1%
225664	1	< 0.1%
225632	1	< 0.1%
225536	2	< 0.1%
225504	1	< 0.1%
225424	1	< 0.1%
225136	1	< 0.1%

Discharge current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1784
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4496.163447

Minimum	0
Maximum	406208
Zeros	29772
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	128
95-th percentile	5776
Maximum	406208
Range	406208
Interquartile range (IQR)	128

Descriptive statistics

Standard deviation	26079.60614
Coefficient of variation (CV)	5.800413273
Kurtosis	57.29440318
Mean	4496.163447
Median Absolute Deviation (MAD)	0
Skewness	7.289705638
Sum	194099376
Variance	680145856.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29772	69.0%
144	1673	3.9%
128	1617	3.7%
656	929	2.2%
96	660	1.5%
1104	626	1.5%
1056	463	1.1%
624	458	1.1%
176	435	1.0%
704	395	0.9%
Other values (1774)	6142	14.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29772	69.0%
80	333	0.8%
96	660	1.5%
128	1617	3.7%
144	1673	3.9%
160	118	0.3%
176	435	1.0%
208	41	0.1%
224	262	0.6%
240	1	< 0.1%

Value	Count	Frequency (%)
406208	1	< 0.1%
403632	1	< 0.1%
383456	1	< 0.1%
357504	1	< 0.1%
351392	1	< 0.1%
346368	1	< 0.1%
343040	1	< 0.1%
333792	1	< 0.1%
323616	1	< 0.1%
304112	1	< 0.1%

Max battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	181
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.51864026

Minimum	17.7
Maximum	35.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	17.7
5-th percentile	18.8
Q1	21.7
median	24.8
Q3	26.7
95-th percentile	30.4
Maximum	35.7
Range	18
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.412665085
Coefficient of variation (CV)	0.1391865556
Kurtosis	-0.3402981925
Mean	24.51864026
Median Absolute Deviation (MAD)	2.3
Skewness	0.1144762825
Sum	1058469.7
Variance	11.64628299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.1	1046	2.4%
25.5	955	2.2%
24.1	922	2.1%
25.6	890	2.1%
24.6	821	1.9%
28.1	765	1.8%
24.7	708	1.6%
25.7	703	1.6%
25.2	702	1.6%
24.8	699	1.6%
Other values (171)	34959	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.7	86	0.2%
17.8	136	0.3%
17.9	152	0.4%
18	81	0.2%
18.1	54	0.1%
18.2	138	0.3%
18.3	273	0.6%
18.4	296	0.7%
18.5	191	0.4%
18.6	197	0.5%

Value	Count	Frequency (%)
35.7	4	< 0.1%
35.6	8	< 0.1%
35.5	11	< 0.1%
35.4	5	< 0.1%
35.3	22	0.1%
35.2	10	< 0.1%
35.1	22	0.1%
35	8	< 0.1%
34.9	2	< 0.1%
34.8	10	< 0.1%

Min battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	170
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.2271369

Minimum	15.9
Maximum	32.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	15.9
5-th percentile	17.4
Q1	20.3
median	23.7
Q3	25.6
95-th percentile	28.6
Maximum	32.8
Range	16.9
Interquartile range (IQR)	5.3

Descriptive statistics

Standard deviation	3.398519991
Coefficient of variation (CV)	0.1463167848
Kurtosis	-0.6123840958
Mean	23.2271369
Median Absolute Deviation (MAD)	2.5
Skewness	-0.07949147698
Sum	1002715.5
Variance	11.54993813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.8	1044	2.4%
23.5	902	2.1%
24.2	901	2.1%
23.4	827	1.9%
24.4	825	1.9%
24	800	1.9%
23.8	776	1.8%
24.3	748	1.7%
22.7	645	1.5%
23.9	644	1.5%
Other values (160)	35058	81.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.9	86	0.2%
16	212	0.5%
16.1	29	0.1%
16.2	51	0.1%
16.3	22	0.1%
16.4	35	0.1%
16.5	16	< 0.1%
16.6	57	0.1%
16.7	38	0.1%
16.8	258	0.6%

Value	Count	Frequency (%)
32.8	21	< 0.1%
32.7	18	< 0.1%
32.6	15	< 0.1%
32.5	14	< 0.1%
32.4	17	< 0.1%
32.3	12	< 0.1%
32.2	13	< 0.1%
32.1	11	< 0.1%
32	14	< 0.1%
31.9	13	< 0.1%

Average battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	177
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.82553162

Minimum	16.7
Maximum	34.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	16.7
5-th percentile	18
Q1	21
median	24.2
Q3	26.1
95-th percentile	29.5
Maximum	34.3
Range	17.6
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	3.410682885
Coefficient of variation (CV)	0.1431524358
Kurtosis	-0.4967938851
Mean	23.82553162
Median Absolute Deviation (MAD)	2.4
Skewness	0.01070210886
Sum	1028548.2
Variance	11.63275774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.6	971	2.2%
24.5	882	2.0%
20.4	837	1.9%
24.4	789	1.8%
24.8	759	1.8%
24.3	679	1.6%
20.5	667	1.5%
23.9	656	1.5%
24.9	613	1.4%
24	605	1.4%
Other values (167)	35712	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.7	12	< 0.1%
16.8	241	0.6%
16.9	71	0.2%
17	62	0.1%
17.1	32	0.1%
17.2	42	0.1%
17.3	49	0.1%
17.4	156	0.4%
17.5	274	0.6%
17.6	208	0.5%

Value	Count	Frequency (%)
34.3	1	< 0.1%
34.2	12	< 0.1%
34.1	15	< 0.1%
34	19	< 0.1%
33.9	10	< 0.1%
33.8	12	< 0.1%
33.7	17	< 0.1%
33.6	10	< 0.1%
33.5	10	< 0.1%
33.4	11	< 0.1%

Max board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	401
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.40906648

Minimum	22.5
Maximum	63.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	22.5
5-th percentile	24.5
Q1	28.7
median	31.2
Q3	44.1
95-th percentile	51.7
Maximum	63.9
Range	41.4
Interquartile range (IQR)	15.4

Descriptive statistics

Standard deviation	9.213743605
Coefficient of variation (CV)	0.2602085997
Kurtosis	-0.7849704468
Mean	35.40906648
Median Absolute Deviation (MAD)	4.4
Skewness	0.7253109971
Sum	1528609.4
Variance	84.89307122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.9	798	1.8%
30	719	1.7%
30.7	606	1.4%
30.9	605	1.4%
30.5	528	1.2%
31	527	1.2%
30.8	507	1.2%
29.8	499	1.2%
29.9	499	1.2%
30.6	497	1.2%
Other values (391)	37385	86.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	24	0.1%
22.6	36	0.1%
22.7	30	0.1%
22.8	18	< 0.1%
22.9	46	0.1%
23	136	0.3%
23.1	54	0.1%
23.2	109	0.3%
23.3	85	0.2%
23.4	79	0.2%

Value	Count	Frequency (%)
63.9	1	< 0.1%
63.6	2	< 0.1%
63.4	1	< 0.1%
63.1	2	< 0.1%
62.9	3	< 0.1%
62.8	1	< 0.1%
62.2	1	< 0.1%
62.1	1	< 0.1%
62	1	< 0.1%
61.9	2	< 0.1%

Min board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	348
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.07386148

Minimum	21.5
Maximum	56.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	21.5
5-th percentile	23.5
Q1	28
median	30.5
Q3	37.6
95-th percentile	48.5
Maximum	56.8
Range	35.3
Interquartile range (IQR)	9.6

Descriptive statistics

Standard deviation	7.532546207
Coefficient of variation (CV)	0.2277492216
Kurtosis	-0.2502792549
Mean	33.07386148
Median Absolute Deviation (MAD)	3.8
Skewness	0.8647100361
Sum	1427798.6
Variance	56.73925236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.7	790	1.8%
29.8	691	1.6%
29	600	1.4%
26	566	1.3%
29.1	560	1.3%
28.8	555	1.3%
29.3	549	1.3%
28.2	508	1.2%
29.4	504	1.2%
29.6	501	1.2%
Other values (338)	37346	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.5	28	0.1%
21.6	38	0.1%
21.7	28	0.1%
21.8	21	< 0.1%
21.9	23	0.1%
22	101	0.2%
22.1	129	0.3%
22.2	103	0.2%
22.3	91	0.2%
22.4	91	0.2%

Value	Count	Frequency (%)
56.8	1	< 0.1%
56.7	3	< 0.1%
56.6	3	< 0.1%
56.5	1	< 0.1%
56.4	3	< 0.1%
56.3	3	< 0.1%
56.2	3	< 0.1%
56.1	4	< 0.1%
56	5	< 0.1%
55.9	4	< 0.1%

Average board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	360
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.24152652

Minimum	22
Maximum	58.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	22
5-th percentile	24
Q1	28.4
median	30.9
Q3	40.9
95-th percentile	49.9
Maximum	58.4
Range	36.4
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	8.284657209
Coefficient of variation (CV)	0.2419476598
Kurtosis	-0.6225714511
Mean	34.24152652
Median Absolute Deviation (MAD)	4.3
Skewness	0.7570066567
Sum	1478206.7
Variance	68.63554508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.3	640	1.5%
30.4	629	1.5%
30.2	615	1.4%
29.6	537	1.2%
29.7	529	1.2%
29.5	520	1.2%
29.9	513	1.2%
30.1	505	1.2%
29.8	504	1.2%
26.4	489	1.1%
Other values (350)	37689	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	28	0.1%
22.1	35	0.1%
22.2	28	0.1%
22.3	21	< 0.1%
22.4	18	< 0.1%
22.5	112	0.3%
22.6	112	0.3%
22.7	99	0.2%
22.8	102	0.2%
22.9	87	0.2%

Value	Count	Frequency (%)
58.4	1	< 0.1%
58.3	2	< 0.1%
58.2	1	< 0.1%
58.1	6	< 0.1%
58	4	< 0.1%
57.9	5	< 0.1%
57.8	10	< 0.1%
57.7	5	< 0.1%
57.6	5	< 0.1%
57.5	6	< 0.1%

Remaining capacity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5907
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	388537.2816

Minimum	175792
Maximum	404640
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	175792
5-th percentile	310631.2
Q1	393232
median	404320
Q3	404512
95-th percentile	404608
Maximum	404640
Range	228848
Interquartile range (IQR)	11280

Descriptive statistics

Standard deviation	34944.16374
Coefficient of variation (CV)	0.08993773672
Kurtosis	9.814629776
Mean	388537.2816
Median Absolute Deviation (MAD)	288
Skewness	-3.02035745
Sum	1.677315445 × 10¹⁰
Variance	1221094580
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
404592	2273	5.3%
404512	2211	5.1%
404496	2201	5.1%
404448	1891	4.4%
404464	1805	4.2%
404528	1749	4.1%
404608	1221	2.8%
404544	1097	2.5%
404640	1075	2.5%
404560	869	2.0%
Other values (5897)	26778	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
175792	1	< 0.1%
175904	1	< 0.1%
177008	1	< 0.1%
177264	1	< 0.1%
178912	1	< 0.1%
179936	1	< 0.1%
180272	1	< 0.1%
181424	1	< 0.1%
181600	1	< 0.1%
182240	1	< 0.1%

Value	Count	Frequency (%)
404640	1075	2.5%
404624	642	1.5%
404608	1221	2.8%
404592	2273	5.3%
404576	843	2.0%
404560	869	2.0%
404544	1097	2.5%
404528	1749	4.1%
404512	2211	5.1%
404496	2201	5.1%

Full Charge Capacity
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	50
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	404446.9971

Minimum	403104
Maximum	404720
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	403104
5-th percentile	404224
Q1	404400
median	404496
Q3	404576
95-th percentile	404640
Maximum	404720
Range	1616
Interquartile range (IQR)	176

Descriptive statistics

Standard deviation	255.6188455
Coefficient of variation (CV)	0.000632020629
Kurtosis	15.13532067
Mean	404446.9971
Median Absolute Deviation (MAD)	80
Skewness	-3.678327007
Sum	1.745997686 × 10¹⁰
Variance	65340.99418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
404528	3353	7.8%
404496	3015	7.0%
404592	2968	6.9%
404464	2699	6.3%
404512	2680	6.2%
404544	2421	5.6%
404608	2258	5.2%
404448	2165	5.0%
404352	1951	4.5%
404624	1452	3.4%
Other values (40)	18208	42.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
403104	98	0.2%
403120	107	0.2%
403152	1	< 0.1%
403168	229	0.5%
403184	61	0.1%
403216	25	0.1%
403232	387	0.9%
403248	39	0.1%
403264	156	0.4%
403280	182	0.4%

Value	Count	Frequency (%)
404720	151	0.3%
404704	790	1.8%
404688	299	0.7%
404672	372	0.9%
404656	485	1.1%
404640	1307	3.0%
404624	1452	3.4%
404608	2258	5.2%
404592	2968	6.9%
404576	1382	3.2%

SoC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.79784573

Minimum	43
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	43
5-th percentile	76
Q1	97
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	57
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	8.744629734
Coefficient of variation (CV)	0.09128211253
Kurtosis	9.517386753
Mean	95.79784573
Median Absolute Deviation (MAD)	0
Skewness	-2.97013834
Sum	4135593
Variance	76.46854918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	22958	53.2%
99	5304	12.3%
98	2362	5.5%
97	1973	4.6%
95	1025	2.4%
94	1021	2.4%
96	789	1.8%
90	641	1.5%
85	576	1.3%
92	491	1.1%
Other values (48)	6030	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
43	4	< 0.1%
44	5	< 0.1%
45	10	< 0.1%
46	11	< 0.1%
47	64	0.1%
48	36	0.1%
49	29	0.1%
50	37	0.1%
51	19	< 0.1%
52	54	0.1%

Value	Count	Frequency (%)
100	22958	53.2%
99	5304	12.3%
98	2362	5.5%
97	1973	4.6%
96	789	1.8%
95	1025	2.4%
94	1021	2.4%
93	424	1.0%
92	491	1.1%
91	260	0.6%

GO detail
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.60433171

Minimum	16
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	16
5-th percentile	16
Q1	16
median	16
Q3	21
95-th percentile	21
Maximum	23
Range	7
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.269862486
Coefficient of variation (CV)	0.1289377253
Kurtosis	-1.327263571
Mean	17.60433171
Median Absolute Deviation (MAD)	0
Skewness	0.7798589282
Sum	759979
Variance	5.152275706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
16	28036	64.9%
21	12988	30.1%
18	2125	4.9%
19	9	< 0.1%
17	7	< 0.1%
23	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	28036	64.9%
17	7	< 0.1%
18	2125	4.9%
19	9	< 0.1%
21	12988	30.1%
23	5	< 0.1%

Value	Count	Frequency (%)
23	5	< 0.1%
21	12988	30.1%
19	9	< 0.1%
18	2125	4.9%
17	7	< 0.1%
16	28036	64.9%

Control detail 1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	193.3078527

Minimum	0
Maximum	225
Zeros	51
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	0
5-th percentile	130
Q1	130
median	224
Q3	224
95-th percentile	224
Maximum	225
Range	225
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	44.47171552
Coefficient of variation (CV)	0.2300564354
Kurtosis	-1.102077979
Mean	193.3078527
Median Absolute Deviation (MAD)	0
Skewness	-0.8042510032
Sum	8345100
Variance	1977.733481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
224	26966	62.5%
130	12980	30.1%
225	2134	4.9%
132	1024	2.4%
0	51	0.1%
134	13	< 0.1%
128	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	0.1%
128	2	< 0.1%
130	12980	30.1%
132	1024	2.4%
134	13	< 0.1%
224	26966	62.5%
225	2134	4.9%

Value	Count	Frequency (%)
225	2134	4.9%
224	26966	62.5%
134	13	< 0.1%
132	1024	2.4%
130	12980	30.1%
128	2	< 0.1%
0	51	0.1%

Control detail 2
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43125
1	45

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	43170
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43170	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	43170	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43170	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43125	99.9%
1	45	0.1%

Max charge current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	145
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.0875376

Minimum	36
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	36
5-th percentile	45
Q1	88
median	112
Q3	320
95-th percentile	320
Maximum	320
Range	284
Interquartile range (IQR)	232

Descriptive statistics

Standard deviation	112.136599
Coefficient of variation (CV)	0.6368230285
Kurtosis	-1.672191303
Mean	176.0875376
Median Absolute Deviation (MAD)	43
Skewness	0.4207447687
Sum	7601699
Variance	12574.61684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
320	15614	36.2%
36	1714	4.0%
114	1352	3.1%
109	1304	3.0%
104	1184	2.7%
99	1065	2.5%
117	766	1.8%
116	741	1.7%
101	732	1.7%
112	719	1.7%
Other values (135)	17979	41.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	1714	4.0%
37	57	0.1%
39	53	0.1%
40	57	0.1%
41	67	0.2%
42	88	0.2%
44	86	0.2%
45	81	0.2%
46	106	0.2%
47	105	0.2%

Value	Count	Frequency (%)
320	15614	36.2%
316	39	0.1%
308	28	0.1%
304	37	0.1%
296	33	0.1%
292	33	0.1%
288	2	< 0.1%
284	34	0.1%
280	33	0.1%
272	32	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	time	Warning 1	Error 1	Max cell voltage	Min cell voltage	Average cell voltage	Pack voltage	Max battery temperature	Min battery temperature	Average battery temperature	Max board temperature	Min board temperature	Average board temperature	Remaining capacity	Full Charge Capacity	SoC	GO detail	Control detail 1	Max charge current
0	2022-04-30 00:00:02	32	32	3577	3369	3543	92136	22.1	20.7	21.3	43.8	34.1	38.9	404576	404576	100	16	224	55
1	2022-04-30 00:01:02	32	32	3575	3369	3542	92103	22.2	20.7	21.3	44.2	34.1	39.1	404576	404576	100	16	224	55
2	2022-04-30 00:02:02	32	32	3575	3371	3541	92089	22.1	20.7	21.3	43.8	34.1	38.9	404576	404576	100	16	224	57
3	2022-04-30 00:03:02	0	0	3574	3369	3540	92065	22.1	20.7	21.3	43.7	34.1	38.9	404576	404576	100	16	224	57
4	2022-04-30 00:04:02	0	0	3572	3371	3540	92046	22.1	20.7	21.3	43.9	34.1	39.0	404576	404576	100	16	224	59
5	2022-04-30 00:05:02	0	0	3571	3369	3539	92035	22.1	20.7	21.3	43.8	34.1	38.9	404576	404576	100	16	224	59
6	2022-04-30 00:06:02	0	0	3571	3369	3538	92021	22.1	20.7	21.3	43.1	34.1	38.6	404576	404576	100	16	224	60
7	2022-04-30 00:07:02	0	0	3568	3369	3537	92010	22.1	20.7	21.3	43.7	34.1	38.9	404576	404576	100	16	224	62
8	2022-04-30 00:08:02	0	0	3569	3369	3537	91979	22.1	20.7	21.3	43.4	34.1	38.7	404576	404576	100	16	224	62
9	2022-04-30 00:09:02	0	0	3566	3369	3536	91969	22.1	20.6	21.3	43.9	34.1	39.0	404576	404576	100	16	224	64

Last rows

	time	Max cell voltage	Min cell voltage	Average cell voltage	Pack voltage	Max battery temperature	Min battery temperature	Average battery temperature	Max board temperature	Min board temperature	Average board temperature	Remaining capacity	Full Charge Capacity	SoC	GO detail	Control detail 1	Max charge current
43160	2022-04-27 23:50:02	3398	3378	3393	88255	20.9	19.4	20.0	29.2	29.1	29.2	402112	403280	99	16	224	320
43161	2022-04-27 23:51:02	3398	3377	3392	88226	20.9	19.4	20.0	28.9	28.6	28.7	402112	403280	99	16	224	320
43162	2022-04-27 23:52:02	3396	3377	3392	88220	20.9	19.4	20.0	28.6	28.1	28.4	402112	403280	99	16	224	320
43163	2022-04-27 23:53:02	3396	3377	3391	88187	20.9	19.4	20.0	28.5	28.2	28.3	402112	403280	99	16	224	320
43164	2022-04-27 23:54:02	3395	3375	3390	88173	20.9	19.4	20.0	28.4	28.2	28.3	402112	403280	99	16	224	320
43165	2022-04-27 23:55:02	3395	3375	3389	88151	20.9	19.4	20.0	28.8	28.3	28.5	402112	403280	99	16	224	320
43166	2022-04-27 23:56:02	3393	3374	3389	88133	20.9	19.4	20.0	28.6	28.4	28.5	402112	403280	99	16	224	320
43167	2022-04-27 23:57:02	3393	3374	3388	88123	20.9	19.4	20.0	28.4	27.8	28.1	402112	403280	99	16	224	320
43168	2022-04-27 23:58:02	3393	3374	3388	88109	20.9	19.4	20.0	28.4	28.4	28.4	402112	403280	99	16	224	320
43169	2022-04-27 23:59:02	3392	3372	3387	88100	20.9	19.4	20.0	28.3	28.0	28.2	402112	403280	99	16	224	320

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII